{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——基础饼图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.2\n",
      "1.2.0\n",
      "1.19.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti']  #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶饼图 - 增加分割块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,9),dpi = 100) \n",
    "data = [100,90,80,70,60,50,40,30,20,10,7,5]\n",
    "labels = ['A','B','C','D','E','F','G','H','I','J','K','L']\n",
    "colors = ['#ffcdd2','#ef9a9a','#F8BBD0','#F48FB1','#E1BEE7','#CE93D8','#D1C4E9','#B39DDB','#C5CAE9','#9FA8DA','#BBDEFB'\n",
    "         ,'#90CAF9']\n",
    "#colors = ['#ffcdd2','#ef9a9a','#e57373','#ef5350']\n",
    "explode = (0,0,0,0,0,0.3,0.4,0.5,0.7,0.9,1.1,1.2) #分割出来第三部分\n",
    "patches,l_text,p_text = plt.pie(data,\n",
    "                      explode=explode,\n",
    "                      labels=labels,\n",
    "                      colors=colors,\n",
    "                      autopct = '%1.1f%%', \n",
    "                      shadow = True, #设置阴影设置\n",
    "                      startangle = 0\n",
    "                                \n",
    "                      )\n",
    "\n",
    "plt.legend(patches, labels,\n",
    "          loc=\"center left\",\n",
    "          bbox_to_anchor=(1, 0.2, 1, 1),\n",
    "          fontsize=15)\n",
    "\n",
    "for t in l_text:\n",
    "    t.set_size(15)\n",
    "for t in p_text:\n",
    "    t.set_size(12)\n",
    "\n",
    "plt.title(\"进阶饼图-增加分割块\",fontsize = 25) \n",
    "plt.axis('equal')\n",
    "plt.savefig(\"C_9.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶饼图 - 南丁格尔玫瑰图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "r = [300,290,280,270,260,250,240,230,220,210,200,190,180,170,160,150,140,130,120] \n",
    "#颜色预处理\n",
    "r = pd.DataFrame(r)\n",
    "N= r.shape[0]\n",
    "width= 2*np.pi/N\n",
    "rad = np.cumsum([width]* N) - width/2\n",
    "cm = mpl.cm.get_cmap('Reds')\n",
    "colors = cm((rad - rad.min())/ (rad.max()-rad.min()))[::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "\n",
    "fig = plt.figure(figsize=(8,9),dpi = 100) \n",
    "ax = plt.subplot(111, projection='polar')\n",
    "ax.set_theta_direction(-1)\n",
    "ax.set_theta_zero_location('N')\n",
    "\n",
    "r = [300,290,280,270,260,250,240,230,220,210,200,190,180,170,160,150,140,130,120] \n",
    "theta = np.linspace(0, np.pi*2, len(r), endpoint = False)  # 360度等分成n份\n",
    "\n",
    "patches = ax.bar(theta, r,\n",
    "      width = 0.3,\n",
    "#      color = np.random.random((len(r),3)),\n",
    "      color = colors,\n",
    "      align = 'edge',\n",
    "      bottom = 100)\n",
    "\n",
    "ax.text(np.pi*3/2-0.25, 90, '南丁格尔玫瑰', fontsize = 15)\n",
    "\n",
    "for angle, height in zip(theta, r):\n",
    "    ax.text(angle+0.1, height+130, str(height),\n",
    "           fontsize = 15)\n",
    "\n",
    "plt.legend(patches, labels,\n",
    "          loc=\"center left\",\n",
    "          bbox_to_anchor=(1.1, 0.3, 1, 1),\n",
    "          fontsize=15)\n",
    "   \n",
    "\n",
    "\n",
    "plt.title(\"进阶饼图 - 南丁格尔玫瑰图\",fontsize = 20)\n",
    "plt.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"C_10.png\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
